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Removing haze in images

Removing haze in images


Contrastive Learning for Compact Single Image Dehazing

Single image dehazing is a challenging ill-posed problem due to the severe information degeneration.


... novel contrastive regularization (CR) built upon contrastive learning to exploit both the information of hazy images and clear images as negative and positive samples, respectively.


... we develop a compact dehazing network based on autoencoder-like (AE) framework. It involves an adaptive mixup operation and a dynamic feature enhancement module


... extensive experiments on synthetic and real-world datasets demonstrate that our AECR-Net surpass the state-of-the-art approaches.


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